Reporte: datos de morosidad

Dataset statistics

Number of variables	25
Number of observations	99336
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	17.1 MiB
Average record size in memory	180.0 B

Variable types

Numeric	18
Categorical	7

Alerts

`ingresos` is highly overall correlated with `egresos` and 2 other fields	High correlation
`egresos` is highly overall correlated with `ingresos` and 2 other fields	High correlation
`activos` is highly overall correlated with `ingresos` and 2 other fields	High correlation
`pasivos` is highly overall correlated with `ingresos` and 2 other fields	High correlation
`diasMaxMorosidad` is highly overall correlated with `moroso`	High correlation
`numeroCuotas` is highly overall correlated with `montoPrestamo`	High correlation
`montoPrestamo` is highly overall correlated with `numeroCuotas`	High correlation
`asesor_encoded` is highly overall correlated with `zona_geografica`	High correlation
`zona_geografica` is highly overall correlated with `asesor_encoded`	High correlation
`moroso` is highly overall correlated with `diasMaxMorosidad`	High correlation
`zona_geografica` is highly imbalanced (60.2%)	Imbalance
`rangoPrestamo` is highly imbalanced (58.3%)	Imbalance
`activos` is highly skewed (γ1 = 132.2635378)	Skewed
`pasivos` is highly skewed (γ1 = 30.10261271)	Skewed
`paisOrigen_encoded` is highly skewed (γ1 = 28.65820304)	Skewed
`ingresos` has 5954 (6.0%) zeros	Zeros
`egresos` has 6197 (6.2%) zeros	Zeros
`activos` has 3576 (3.6%) zeros	Zeros
`pasivos` has 31151 (31.4%) zeros	Zeros
`diasMaxMorosidad` has 34101 (34.3%) zeros	Zeros
`cantidadInversiones` has 82985 (83.5%) zeros	Zeros
`grupoEconomico_encoded` has 2576 (2.6%) zeros	Zeros

Reproduction

Analysis started	2024-03-15 01:59:38.359281
Analysis finished	2024-03-15 02:01:22.376316
Duration	1 minute and 44.02 seconds
Software version	ydata-profiling vv4.1.2
Download configuration	config.json

codigoOficina
Real number (ℝ)

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.2054542

Minimum	1
Maximum	103
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	11
95-th percentile	14
Maximum	103
Range	102
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	14.850958
Coefficient of variation (CV)	1.6132782
Kurtosis	32.472285
Mean	9.2054542
Median Absolute Deviation (MAD)	4
Skewness	5.5729676
Sum	914433
Variance	220.55096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
1	13592	13.7%
9	11618	11.7%
2	11035	11.1%
11	8966	9.0%
6	8626	8.7%
3	7138	7.2%
10	6863	6.9%
5	6556	6.6%
14	6204	6.2%
13	5469	5.5%
Other values (5)	13269	13.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	13592	13.7%
2	11035	11.1%
3	7138	7.2%
4	3174	3.2%
5	6556	6.6%
6	8626	8.7%
9	11618	11.7%
10	6863	6.9%
11	8966	9.0%
12	5468	5.5%

Value	Count	Frequency (%)
103	2213	2.2%
16	589	0.6%
15	1825	1.8%
14	6204	6.2%
13	5469	5.5%
12	5468	5.5%
11	8966	9.0%
10	6863	6.9%
9	11618	11.7%
6	8626	8.7%

edad
Real number (ℝ)

Distinct	62
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48.026929

Minimum	19
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	19
5-th percentile	29
Q1	38
median	46
Q3	57
95-th percentile	72
Maximum	80
Range	61
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	13.112547
Coefficient of variation (CV)	0.27302489
Kurtosis	-0.63736892
Mean	48.026929
Median Absolute Deviation (MAD)	10
Skewness	0.37905251
Sum	4770803
Variance	171.93888
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
43	2972	3.0%
42	2952	3.0%
40	2913	2.9%
41	2898	2.9%
37	2883	2.9%
39	2881	2.9%
44	2881	2.9%
38	2771	2.8%
36	2738	2.8%
45	2737	2.8%
Other values (52)	70710	71.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	< 0.1%
20	5	< 0.1%
21	7	< 0.1%
22	94	0.1%
23	248	0.2%
24	461	0.5%
25	617	0.6%
26	749	0.8%
27	883	0.9%
28	1160	1.2%

Value	Count	Frequency (%)
80	359	0.4%
79	422	0.4%
78	489	0.5%
77	606	0.6%
76	617	0.6%
75	623	0.6%
74	722	0.7%
73	803	0.8%
72	753	0.8%
71	938	0.9%

ingresos
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20530
Distinct (%)	20.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2577.1428

Minimum	0
Maximum	289500
Zeros	5954
Zeros (%)	6.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	800
median	1400
Q3	2540
95-th percentile	8000
Maximum	289500
Range	289500
Interquartile range (IQR)	1740

Descriptive statistics

Standard deviation	5711.2119
Coefficient of variation (CV)	2.2161022
Kurtosis	456.49797
Mean	2577.1428
Median Absolute Deviation (MAD)	738
Skewness	16.070059
Sum	2.5600305 × 10⁸
Variance	32617941
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5954	6.0%
1200	1758	1.8%
1500	1686	1.7%
1000	1587	1.6%
800	1421	1.4%
2000	1370	1.4%
600	1071	1.1%
1800	1010	1.0%
900	1003	1.0%
500	893	0.9%
Other values (20520)	81583	82.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5954	6.0%
1	358	0.4%
1.01	2	< 0.1%
1.1	1	< 0.1%
2	33	< 0.1%
10	6	< 0.1%
20	1	< 0.1%
22	1	< 0.1%
26.25	1	< 0.1%
32	1	< 0.1%

Value	Count	Frequency (%)
289500	1	< 0.1%
267688.41	1	< 0.1%
252560	1	< 0.1%
240196	1	< 0.1%
228000	1	< 0.1%
205467	1	< 0.1%
200650	1	< 0.1%
200476.8	1	< 0.1%
200000	3	< 0.1%
190000	2	< 0.1%

egresos
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21657
Distinct (%)	21.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1535.1105

Minimum	0
Maximum	226377.03
Zeros	6197
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	260
median	610
Q3	1387
95-th percentile	5590.295
Maximum	226377.03
Range	226377.03
Interquartile range (IQR)	1127

Descriptive statistics

Standard deviation	4142.8779
Coefficient of variation (CV)	2.698749
Kurtosis	434.0669
Mean	1535.1105
Median Absolute Deviation (MAD)	420
Skewness	15.669683
Sum	1.5249174 × 10⁸
Variance	17163437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6197	6.2%
200	1386	1.4%
150	1094	1.1%
180	875	0.9%
160	875	0.9%
300	859	0.9%
100	857	0.9%
250	856	0.9%
220	768	0.8%
140	738	0.7%
Other values (21647)	84831	85.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6197	6.2%
1	24	< 0.1%
2	1	< 0.1%
5	2	< 0.1%
10	33	< 0.1%
12	3	< 0.1%
14	1	< 0.1%
15	6	< 0.1%
16.39	1	< 0.1%
18	1	< 0.1%

Value	Count	Frequency (%)
226377.03	1	< 0.1%
176132	1	< 0.1%
171817.65	1	< 0.1%
167368	1	< 0.1%
164614.18	1	< 0.1%
153520	1	< 0.1%
139748.6	1	< 0.1%
139300	1	< 0.1%
135996.31	2	< 0.1%
134872	1	< 0.1%

activos
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	25098
Distinct (%)	25.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66950.023

Minimum	0
Maximum	50000000
Zeros	3576
Zeros (%)	3.6%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	2200
Q1	15000
median	40300
Q3	82600
95-th percentile	205000
Maximum	50000000
Range	50000000
Interquartile range (IQR)	67600

Descriptive statistics

Standard deviation	240159.07
Coefficient of variation (CV)	3.5871395
Kurtosis	23390.085
Mean	66950.023
Median Absolute Deviation (MAD)	29700
Skewness	132.26354
Sum	6.6505475 × 10⁹
Variance	5.7676379 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3576	3.6%
5000	1946	2.0%
8000	911	0.9%
3000	831	0.8%
4000	776	0.8%
20000	750	0.8%
15000	720	0.7%
35000	705	0.7%
6000	701	0.7%
25000	699	0.7%
Other values (25088)	87721	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3576	3.6%
1	2	< 0.1%
4	1	< 0.1%
10	1	< 0.1%
20	1	< 0.1%
40	1	< 0.1%
50	1	< 0.1%
60	2	< 0.1%
100	16	< 0.1%
120	1	< 0.1%

Value	Count	Frequency (%)
50000000	1	< 0.1%
30800000	1	< 0.1%
25000000	1	< 0.1%
21600000	1	< 0.1%
9435000	1	< 0.1%
8500000	1	< 0.1%
7659000	1	< 0.1%
6300000	1	< 0.1%
4170000	1	< 0.1%
3694000	1	< 0.1%

pasivos
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	40483
Distinct (%)	40.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12631.794

Minimum	0
Maximum	4229723
Zeros	31151
Zeros (%)	31.4%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2880
Q3	13695
95-th percentile	54758.5
Maximum	4229723
Range	4229723
Interquartile range (IQR)	13695

Descriptive statistics

Standard deviation	33276.032
Coefficient of variation (CV)	2.6343076
Kurtosis	2850.5805
Mean	12631.794
Median Absolute Deviation (MAD)	2880
Skewness	30.102613
Sum	1.2547919 × 10⁹
Variance	1.1072943 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31151	31.4%
2000	436	0.4%
3000	416	0.4%
5000	409	0.4%
1000	395	0.4%
10000	357	0.4%
4000	301	0.3%
1500	244	0.2%
6000	239	0.2%
500	233	0.2%
Other values (40473)	65155	65.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31151	31.4%
0.1	1	< 0.1%
1	18	< 0.1%
1.58	1	< 0.1%
2	6	< 0.1%
2.98	1	< 0.1%
2.99	1	< 0.1%
3	2	< 0.1%
3.16	1	< 0.1%
3.17	1	< 0.1%

Value	Count	Frequency (%)
4229723	1	< 0.1%
1700000	1	< 0.1%
1476346.89	1	< 0.1%
1315155	1	< 0.1%
1195782	1	< 0.1%
1125565	1	< 0.1%
1107643.52	1	< 0.1%
1007414.12	1	< 0.1%
1000355.81	1	< 0.1%
896783.79	1	< 0.1%

diasMaxMorosidad
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1413
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.66566

Minimum	0
Maximum	1499
Zeros	34101
Zeros (%)	34.3%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	13
Q3	50
95-th percentile	569
Maximum	1499
Range	1499
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	225.70658
Coefficient of variation (CV)	2.5455918
Kurtosis	13.73418
Mean	88.66566
Median Absolute Deviation (MAD)	13
Skewness	3.7097743
Sum	8807692
Variance	50943.459
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34101	34.3%
2	3183	3.2%
4	1848	1.9%
12	1754	1.8%
3	1537	1.5%
32	1315	1.3%
7	1279	1.3%
27	1238	1.2%
17	1216	1.2%
22	1188	1.2%
Other values (1403)	50677	51.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34101	34.3%
1	7	< 0.1%
2	3183	3.2%
3	1537	1.5%
4	1848	1.9%
5	1154	1.2%
6	1049	1.1%
7	1279	1.3%
8	899	0.9%
9	901	0.9%

Value	Count	Frequency (%)
1499	1	< 0.1%
1498	1	< 0.1%
1495	1	< 0.1%
1494	1	< 0.1%
1487	1	< 0.1%
1480	1	< 0.1%
1474	1	< 0.1%
1473	2	< 0.1%
1470	1	< 0.1%
1468	1	< 0.1%

cantidadPrestamos
Real number (ℝ)

Distinct	79
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.364903

Minimum	1
Maximum	126
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	10
Maximum	126
Range	125
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.0324812
Coefficient of variation (CV)	1.1983945
Kurtosis	68.049258
Mean	3.364903
Median Absolute Deviation (MAD)	1
Skewness	5.5599278
Sum	334256
Variance	16.260905
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	38136	38.4%
2	19807	19.9%
3	11996	12.1%
4	7947	8.0%
5	5385	5.4%
6	3760	3.8%
7	2734	2.8%
8	2031	2.0%
9	1627	1.6%
10	1224	1.2%
Other values (69)	4689	4.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	38136	38.4%
2	19807	19.9%
3	11996	12.1%
4	7947	8.0%
5	5385	5.4%
6	3760	3.8%
7	2734	2.8%
8	2031	2.0%
9	1627	1.6%
10	1224	1.2%

Value	Count	Frequency (%)
126	1	< 0.1%
115	1	< 0.1%
110	1	< 0.1%
90	1	< 0.1%
84	4	< 0.1%
83	1	< 0.1%
82	1	< 0.1%
81	1	< 0.1%
78	1	< 0.1%
75	1	< 0.1%

cantidadInversiones
Real number (ℝ)

Distinct	146
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3693324

Minimum	0
Maximum	408
Zeros	82985
Zeros (%)	83.5%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	7
Maximum	408
Range	408
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.7808143
Coefficient of variation (CV)	4.9519127
Kurtosis	352.30422
Mean	1.3693324
Median Absolute Deviation (MAD)	0
Skewness	13.680606
Sum	136024
Variance	45.979443
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	82985	83.5%
1	4411	4.4%
2	2537	2.6%
3	1508	1.5%
4	1125	1.1%
5	847	0.9%
6	671	0.7%
7	535	0.5%
8	458	0.5%
9	389	0.4%
Other values (136)	3870	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	82985	83.5%
1	4411	4.4%
2	2537	2.6%
3	1508	1.5%
4	1125	1.1%
5	847	0.9%
6	671	0.7%
7	535	0.5%
8	458	0.5%
9	389	0.4%

Value	Count	Frequency (%)
408	1	< 0.1%
242	1	< 0.1%
238	1	< 0.1%
232	1	< 0.1%
230	1	< 0.1%
221	1	< 0.1%
217	1	< 0.1%
203	1	< 0.1%
199	1	< 0.1%
196	1	< 0.1%

numeroCuotas
Real number (ℝ)

Distinct	168
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.501782

Minimum	1
Maximum	192
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	24
median	36
Q3	48
95-th percentile	72
Maximum	192
Range	191
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	21.292185
Coefficient of variation (CV)	0.58331906
Kurtosis	6.8147172
Mean	36.501782
Median Absolute Deviation (MAD)	12
Skewness	1.6929734
Sum	3625941
Variance	453.35714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	30740	30.9%
24	12327	12.4%
48	10095	10.2%
60	6841	6.9%
12	6745	6.8%
18	5469	5.5%
72	4150	4.2%
30	2419	2.4%
6	1790	1.8%
1	1765	1.8%
Other values (158)	16995	17.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1765	1.8%
2	257	0.3%
3	629	0.6%
4	359	0.4%
5	178	0.2%
6	1790	1.8%
7	131	0.1%
8	653	0.7%
9	207	0.2%
10	461	0.5%

Value	Count	Frequency (%)
192	19	< 0.1%
191	3	< 0.1%
190	6	< 0.1%
189	6	< 0.1%
188	3	< 0.1%
187	2	< 0.1%
186	6	< 0.1%
185	6	< 0.1%
184	6	< 0.1%
183	8	< 0.1%

tasaInteres
Real number (ℝ)

Distinct	836
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.470201

Minimum	3.33
Maximum	24.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	3.33
5-th percentile	11.1
Q1	14.5
median	15.5
Q3	18.99
95-th percentile	23
Maximum	24.53
Range	21.2
Interquartile range (IQR)	4.49

Descriptive statistics

Standard deviation	3.4726728
Coefficient of variation (CV)	0.21084581
Kurtosis	-0.64993588
Mean	16.470201
Median Absolute Deviation (MAD)	3
Skewness	0.21895088
Sum	1636083.9
Variance	12.059456
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.5	10571	10.6%
18.5	7889	7.9%
15	7270	7.3%
19.49	4876	4.9%
17	4298	4.3%
15.5	4169	4.2%
12.5	3427	3.4%
14.99	3385	3.4%
23	3294	3.3%
19.5	2817	2.8%
Other values (826)	47340	47.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.33	7	< 0.1%
8.4	9	< 0.1%
8.5	67	0.1%
8.7	2	< 0.1%
8.8	2	< 0.1%
8.9	69	0.1%
8.95	8	< 0.1%
9	41	< 0.1%
9.2	2	< 0.1%
9.35	2	< 0.1%

Value	Count	Frequency (%)
24.53	27	< 0.1%
24.5	49	< 0.1%
24.4	35	< 0.1%
24.3	2	< 0.1%
24	155	0.2%
23.8	415	0.4%
23.73	1	< 0.1%
23.5	2	< 0.1%
23.3	2816	2.8%
23.24	5	< 0.1%

montoPrestamo
Real number (ℝ)

Distinct	13929
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9898.8612

Minimum	100
Maximum	300000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	100
5-th percentile	997.9225
Q1	3000
median	6180
Q3	10700
95-th percentile	30000
Maximum	300000
Range	299900
Interquartile range (IQR)	7700

Descriptive statistics

Standard deviation	12600.046
Coefficient of variation (CV)	1.2728784
Kurtosis	38.17983
Mean	9898.8612
Median Absolute Deviation (MAD)	3820
Skewness	4.7655216
Sum	9.8331328 × 10⁸
Variance	1.5876117 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	9910	10.0%
5000	9005	9.1%
8000	5468	5.5%
3000	4328	4.4%
20000	4241	4.3%
15000	3681	3.7%
6000	3438	3.5%
2000	3342	3.4%
4000	3126	3.1%
1000	2934	3.0%
Other values (13919)	49863	50.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
100	6	< 0.1%
100.83	1	< 0.1%
101.61	1	< 0.1%
103.11	1	< 0.1%
104.81	1	< 0.1%
106	1	< 0.1%
106.62	1	< 0.1%
107	1	< 0.1%
108.01	1	< 0.1%
108.91	1	< 0.1%

Value	Count	Frequency (%)
300000	1	< 0.1%
236551.44	1	< 0.1%
208689.96	1	< 0.1%
200000	7	< 0.1%
199603.03	1	< 0.1%
197409.1	1	< 0.1%
196082.87	1	< 0.1%
192496.97	1	< 0.1%
189278.74	1	< 0.1%
188031.25	1	< 0.1%

zona_geografica
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

1	83061
3	10666
2	5601
4	8

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	99336
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	2
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	83061	83.6%
3	10666	10.7%
2	5601	5.6%
4	8	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	83061	83.6%
3	10666	10.7%
2	5601	5.6%
4	8	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
1	83061	83.6%
3	10666	10.7%
2	5601	5.6%
4	8	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	99336	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	83061	83.6%
3	10666	10.7%
2	5601	5.6%
4	8	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	99336	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	83061	83.6%
3	10666	10.7%
2	5601	5.6%
4	8	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	99336	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	83061	83.6%
3	10666	10.7%
2	5601	5.6%
4	8	< 0.1%

genero
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

1	55661
2	43675

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	99336
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	55661	56.0%
2	43675	44.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	55661	56.0%
2	43675	44.0%

Most occurring characters

Value	Count	Frequency (%)
1	55661	56.0%
2	43675	44.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	99336	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	55661	56.0%
2	43675	44.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	99336	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	55661	56.0%
2	43675	44.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	99336	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	55661	56.0%
2	43675	44.0%

condicion_marital
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

1	56354
3	27442
2	9493
5	3198
4	2849

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	99336
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	1
4th row	1
5th row	2

Common Values

Value	Count	Frequency (%)
1	56354	56.7%
3	27442	27.6%
2	9493	9.6%
5	3198	3.2%
4	2849	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	56354	56.7%
3	27442	27.6%
2	9493	9.6%
5	3198	3.2%
4	2849	2.9%

Most occurring characters

Value	Count	Frequency (%)
1	56354	56.7%
3	27442	27.6%
2	9493	9.6%
5	3198	3.2%
4	2849	2.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	99336	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	56354	56.7%
3	27442	27.6%
2	9493	9.6%
5	3198	3.2%
4	2849	2.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	99336	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	56354	56.7%
3	27442	27.6%
2	9493	9.6%
5	3198	3.2%
4	2849	2.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	99336	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	56354	56.7%
3	27442	27.6%
2	9493	9.6%
5	3198	3.2%
4	2849	2.9%

instruccion
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1501268

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	3
Maximum	6
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.75424443
Coefficient of variation (CV)	0.35079067
Kurtosis	-0.24160068
Mean	2.1501268
Median Absolute Deviation (MAD)	1
Skewness	0.025428762
Sum	213585
Variance	0.56888467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2	44529	44.8%
3	33730	34.0%
1	20452	20.6%
4	311	0.3%
5	243	0.2%
6	71	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	20452	20.6%
2	44529	44.8%
3	33730	34.0%
4	311	0.3%
5	243	0.2%
6	71	0.1%

Value	Count	Frequency (%)
6	71	0.1%
5	243	0.2%
4	311	0.3%
3	33730	34.0%
2	44529	44.8%
1	20452	20.6%

moroso
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	71394
1	27942

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	99336
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	71394	71.9%
1	27942	28.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	71394	71.9%
1	27942	28.1%

Most occurring characters

Value	Count	Frequency (%)
0	71394	71.9%
1	27942	28.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	99336	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	71394	71.9%
1	27942	28.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	99336	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	71394	71.9%
1	27942	28.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	99336	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	71394	71.9%
1	27942	28.1%

rangoPrestamo
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

0	85917
3	11106
2	2313

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	99336
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	3
3rd row	3
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	85917	86.5%
3	11106	11.2%
2	2313	2.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	85917	86.5%
3	11106	11.2%
2	2313	2.3%

Most occurring characters

Value	Count	Frequency (%)
0	85917	86.5%
3	11106	11.2%
2	2313	2.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	99336	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	85917	86.5%
3	11106	11.2%
2	2313	2.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	99336	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	85917	86.5%
3	11106	11.2%
2	2313	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	99336	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	85917	86.5%
3	11106	11.2%
2	2313	2.3%

profesion_encoded
Real number (ℝ)

Distinct	455
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.95999

Minimum	0
Maximum	454
Zeros	12
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	20
Q1	88
median	95
Q3	155
95-th percentile	343
Maximum	454
Range	454
Interquartile range (IQR)	67

Descriptive statistics

Standard deviation	93.733835
Coefficient of variation (CV)	0.73252453
Kurtosis	1.3210243
Mean	127.95999
Median Absolute Deviation (MAD)	59
Skewness	1.1505914
Sum	12711034
Variance	8786.0319
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
95	18834	19.0%
154	14331	14.4%
20	14302	14.4%
155	9311	9.4%
88	8904	9.0%
236	3516	3.5%
5	2126	2.1%
151	1879	1.9%
111	1569	1.6%
357	1353	1.4%
Other values (445)	23211	23.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	< 0.1%
1	501	0.5%
2	2	< 0.1%
3	1	< 0.1%
4	50	0.1%
5	2126	2.1%
6	58	0.1%
7	123	0.1%
8	32	< 0.1%
9	21	< 0.1%

Value	Count	Frequency (%)
454	1	< 0.1%
453	128	0.1%
452	51	0.1%
451	1	< 0.1%
450	4	< 0.1%
449	17	< 0.1%
448	9	< 0.1%
447	12	< 0.1%
446	42	< 0.1%
445	499	0.5%

paisOrigen_encoded
Real number (ℝ)

Distinct	28
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.0076

Minimum	0
Maximum	27
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	10
median	10
Q3	10
95-th percentile	10
Maximum	27
Range	27
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.45418543
Coefficient of variation (CV)	0.045384049
Kurtosis	1027.2833
Mean	10.0076
Median Absolute Deviation (MAD)	0
Skewness	28.658203
Sum	994115
Variance	0.20628441
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
10	99111	99.8%
6	79	0.1%
26	57	0.1%
8	32	< 0.1%
20	15	< 0.1%
5	5	< 0.1%
9	5	< 0.1%
2	4	< 0.1%
4	4	< 0.1%
25	3	< 0.1%
Other values (18)	21	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	4	< 0.1%
3	1	< 0.1%
4	4	< 0.1%
5	5	< 0.1%
6	79	0.1%
7	1	< 0.1%
8	32	< 0.1%
9	5	< 0.1%

Value	Count	Frequency (%)
27	1	< 0.1%
26	57	0.1%
25	3	< 0.1%
24	2	< 0.1%
23	1	< 0.1%
22	2	< 0.1%
21	1	< 0.1%
20	15	< 0.1%
19	1	< 0.1%
18	1	< 0.1%

queVivienda_encoded
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

2	52002
1	35266
0	8004
3	3717
4	347

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	99336
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	3
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	52002	52.3%
1	35266	35.5%
0	8004	8.1%
3	3717	3.7%
4	347	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	52002	52.3%
1	35266	35.5%
0	8004	8.1%
3	3717	3.7%
4	347	0.3%

Most occurring characters

Value	Count	Frequency (%)
2	52002	52.3%
1	35266	35.5%
0	8004	8.1%
3	3717	3.7%
4	347	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	99336	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	52002	52.3%
1	35266	35.5%
0	8004	8.1%
3	3717	3.7%
4	347	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	99336	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	52002	52.3%
1	35266	35.5%
0	8004	8.1%
3	3717	3.7%
4	347	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	99336	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	52002	52.3%
1	35266	35.5%
0	8004	8.1%
3	3717	3.7%
4	347	0.3%

asesor_encoded
Real number (ℝ)

Distinct	60
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.451327

Minimum	0
Maximum	59
Zeros	24
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	9
median	26
Q3	39
95-th percentile	48
Maximum	59
Range	59
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	15.589823
Coefficient of variation (CV)	0.61253478
Kurtosis	-1.1310214
Mean	25.451327
Median Absolute Deviation (MAD)	16
Skewness	-0.0160912
Sum	2528233
Variance	243.04258
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	8818	8.9%
3	7644	7.7%
31	7476	7.5%
25	6157	6.2%
45	5782	5.8%
30	5586	5.6%
4	5436	5.5%
26	5035	5.1%
8	4992	5.0%
39	4590	4.6%
Other values (50)	37820	38.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	< 0.1%
1	3551	3.6%
2	1	< 0.1%
3	7644	7.7%
4	5436	5.5%
5	2	< 0.1%
6	21	< 0.1%
7	336	0.3%
8	4992	5.0%
9	3397	3.4%

Value	Count	Frequency (%)
59	566	0.6%
58	5	< 0.1%
57	15	< 0.1%
56	13	< 0.1%
55	92	0.1%
54	22	< 0.1%
53	2176	2.2%
52	6	< 0.1%
51	23	< 0.1%
50	174	0.2%

grupoEconomico_encoded
Real number (ℝ)

Distinct	89
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.256745

Minimum	0
Maximum	88
Zeros	2576
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	31
median	42
Q3	43
95-th percentile	88
Maximum	88
Range	88
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	20.488598
Coefficient of variation (CV)	0.48485983
Kurtosis	0.53885422
Mean	42.256745
Median Absolute Deviation (MAD)	10
Skewness	0.55209234
Sum	4197616
Variance	419.78265
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31	17089	17.2%
42	16410	16.5%
36	10853	10.9%
43	9535	9.6%
88	7243	7.3%
35	3955	4.0%
70	3539	3.6%
60	2728	2.7%
0	2576	2.6%
5	2546	2.6%
Other values (79)	22862	23.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2576	2.6%
1	115	0.1%
2	177	0.2%
3	151	0.2%
4	1218	1.2%
5	2546	2.6%
6	10	< 0.1%
7	257	0.3%
8	1156	1.2%
9	60	0.1%

Value	Count	Frequency (%)
88	7243	7.3%
87	13	< 0.1%
86	22	< 0.1%
85	180	0.2%
84	221	0.2%
83	39	< 0.1%
82	1557	1.6%
81	85	0.1%
80	145	0.1%
79	157	0.2%

tipoProducto_encoded
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

4	55768
0	40177
3	2002
2	806
1	583

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	99336
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	4
4th row	4
5th row	0

Common Values

Value	Count	Frequency (%)
4	55768	56.1%
0	40177	40.4%
3	2002	2.0%
2	806	0.8%
1	583	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	55768	56.1%
0	40177	40.4%
3	2002	2.0%
2	806	0.8%
1	583	0.6%

Most occurring characters

Value	Count	Frequency (%)
4	55768	56.1%
0	40177	40.4%
3	2002	2.0%
2	806	0.8%
1	583	0.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	99336	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	55768	56.1%
0	40177	40.4%
3	2002	2.0%
2	806	0.8%
1	583	0.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	99336	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	55768	56.1%
0	40177	40.4%
3	2002	2.0%
2	806	0.8%
1	583	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	99336	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	55768	56.1%
0	40177	40.4%
3	2002	2.0%
2	806	0.8%
1	583	0.6%

parroquia_canton_encoded
Real number (ℝ)

Distinct	584
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	300.34574

Minimum	0
Maximum	583
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	34
Q1	202
median	303
Q3	431
95-th percentile	546
Maximum	583
Range	583
Interquartile range (IQR)	229

Descriptive statistics

Standard deviation	161.61995
Coefficient of variation (CV)	0.538113
Kurtosis	-1.0361243
Mean	300.34574
Median Absolute Deviation (MAD)	118
Skewness	-0.069870897
Sum	29835144
Variance	26121.007
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	4871	4.9%
539	4871	4.9%
219	4777	4.8%
221	3626	3.7%
367	3016	3.0%
431	2717	2.7%
355	2531	2.5%
361	2480	2.5%
228	2426	2.4%
310	1925	1.9%
Other values (574)	66096	66.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	133	0.1%
2	1	< 0.1%
3	1	< 0.1%
4	3	< 0.1%
5	4	< 0.1%
6	2	< 0.1%
7	176	0.2%
8	33	< 0.1%
9	358	0.4%

Value	Count	Frequency (%)
583	12	< 0.1%
582	2	< 0.1%
581	1	< 0.1%
580	2	< 0.1%
579	5	< 0.1%
578	10	< 0.1%
577	156	0.2%
576	1	< 0.1%
575	48	< 0.1%
574	1	< 0.1%

Auto

Heatmap
Table

	codigoOficina	edad	ingresos	egresos	activos	pasivos	diasMaxMorosidad	cantidadPrestamos	cantidadInversiones	numeroCuotas	tasaInteres	montoPrestamo	instruccion	profesion_encoded	paisOrigen_encoded	asesor_encoded	grupoEconomico_encoded	parroquia_canton_encoded	zona_geografica	genero	condicion_marital	moroso	rangoPrestamo	queVivienda_encoded	tipoProducto_encoded
codigoOficina	1.000	-0.053	0.078	0.070	0.013	0.055	-0.002	-0.131	-0.044	0.021	0.016	0.035	-0.019	-0.006	-0.004	0.279	0.009	0.066	0.342	0.026	0.030	0.026	0.068	0.046	0.028
edad	-0.053	1.000	0.060	0.067	0.342	0.078	0.023	0.230	0.132	-0.106	-0.014	-0.040	0.203	-0.076	-0.007	-0.003	0.002	-0.038	0.043	0.011	0.240	0.048	0.079	0.245	0.057
ingresos	0.078	0.060	1.000	0.856	0.570	0.532	0.049	0.212	0.061	0.221	0.073	0.440	-0.063	-0.104	-0.005	0.032	0.022	0.004	0.025	0.000	0.010	0.014	0.000	0.025	0.133
egresos	0.070	0.067	0.856	1.000	0.526	0.637	0.113	0.211	-0.005	0.197	0.178	0.322	-0.008	-0.148	-0.005	0.036	-0.001	0.012	0.021	0.005	0.010	0.002	0.016	0.025	0.142
activos	0.013	0.342	0.570	0.526	1.000	0.531	-0.048	0.282	0.137	0.236	-0.042	0.409	-0.039	-0.048	-0.002	0.000	0.068	-0.014	0.006	0.005	0.000	0.000	0.000	0.000	0.051
pasivos	0.055	0.078	0.532	0.637	0.531	1.000	0.131	0.201	-0.058	0.213	0.077	0.279	-0.064	-0.041	-0.005	0.024	0.035	0.028	0.007	0.000	0.003	0.005	0.000	0.015	0.061
diasMaxMorosidad	-0.002	0.023	0.049	0.113	-0.048	0.131	1.000	0.157	-0.186	0.037	0.142	-0.014	0.115	-0.124	-0.003	-0.041	-0.056	0.024	0.075	0.013	0.037	0.558	0.339	0.045	0.039
cantidadPrestamos	-0.131	0.230	0.212	0.211	0.282	0.201	0.157	1.000	0.131	0.054	-0.032	0.074	0.091	-0.076	0.000	-0.097	0.015	-0.029	0.031	0.012	0.035	0.039	0.012	0.041	0.020
cantidadInversiones	-0.044	0.132	0.061	-0.005	0.137	-0.058	-0.186	0.131	1.000	-0.120	-0.140	-0.048	-0.074	0.054	0.006	0.015	0.052	-0.045	0.013	0.037	0.016	0.042	0.016	0.012	0.016
numeroCuotas	0.021	-0.106	0.221	0.197	0.236	0.213	0.037	0.054	-0.120	1.000	-0.048	0.750	-0.100	0.083	-0.006	0.006	0.099	0.012	0.052	0.056	0.032	0.114	0.175	0.074	0.357
tasaInteres	0.016	-0.014	0.073	0.178	-0.042	0.077	0.142	-0.032	-0.140	-0.048	1.000	-0.036	0.194	-0.228	-0.003	-0.004	-0.114	0.021	0.093	0.054	0.049	0.185	0.143	0.074	0.472
montoPrestamo	0.035	-0.040	0.440	0.322	0.409	0.279	-0.014	0.074	-0.048	0.750	-0.036	1.000	-0.100	0.026	-0.006	0.020	0.067	0.011	0.026	0.029	0.030	0.053	0.074	0.056	0.194
instruccion	-0.019	0.203	-0.063	-0.008	-0.039	-0.064	0.115	0.091	-0.074	-0.100	0.194	-0.100	1.000	-0.305	-0.006	-0.053	-0.134	0.035	0.066	0.086	0.093	0.115	0.030	0.129	0.142
profesion_encoded	-0.006	-0.076	-0.104	-0.148	-0.048	-0.041	-0.124	-0.076	0.054	0.083	-0.228	0.026	-0.305	1.000	-0.004	0.045	0.334	-0.019	0.107	0.288	0.097	0.171	0.067	0.131	0.261
paisOrigen_encoded	-0.004	-0.007	-0.005	-0.005	-0.002	-0.005	-0.003	0.000	0.006	-0.006	-0.003	-0.006	-0.006	-0.004	1.000	-0.002	-0.000	-0.004	0.013	0.000	0.017	0.000	0.013	0.038	0.010
asesor_encoded	0.279	-0.003	0.032	0.036	0.000	0.024	-0.041	-0.097	0.015	0.006	-0.004	0.020	-0.053	0.045	-0.002	1.000	0.044	0.022	0.724	0.044	0.079	0.080	0.091	0.053	0.052
grupoEconomico_encoded	0.009	0.002	0.022	-0.001	0.068	0.035	-0.056	0.015	0.052	0.099	-0.114	0.067	-0.134	0.334	-0.000	0.044	1.000	-0.016	0.109	0.200	0.077	0.107	0.061	0.105	0.192
parroquia_canton_encoded	0.066	-0.038	0.004	0.012	-0.014	0.028	0.024	-0.029	-0.045	0.012	0.021	0.011	0.035	-0.019	-0.004	0.022	-0.016	1.000	0.281	0.027	0.049	0.056	0.039	0.068	0.048
zona_geografica	0.342	0.043	0.025	0.021	0.006	0.007	0.075	0.031	0.013	0.052	0.093	0.026	0.066	0.107	0.013	0.724	0.109	0.281	1.000	0.037	0.084	0.077	0.072	0.039	0.040
genero	0.026	0.011	0.000	0.005	0.005	0.000	0.013	0.012	0.037	0.056	0.054	0.029	0.086	0.288	0.000	0.044	0.200	0.027	0.037	1.000	0.163	0.016	0.008	0.028	0.034
condicion_marital	0.030	0.240	0.010	0.010	0.000	0.003	0.037	0.035	0.016	0.032	0.049	0.030	0.093	0.097	0.017	0.079	0.077	0.049	0.084	0.163	1.000	0.061	0.053	0.195	0.045
moroso	0.026	0.048	0.014	0.002	0.000	0.005	0.558	0.039	0.042	0.114	0.185	0.053	0.115	0.171	0.000	0.080	0.107	0.056	0.077	0.016	0.061	1.000	0.303	0.085	0.102
rangoPrestamo	0.068	0.079	0.000	0.016	0.000	0.000	0.339	0.012	0.016	0.175	0.143	0.074	0.030	0.067	0.013	0.091	0.061	0.039	0.072	0.008	0.053	0.303	1.000	0.043	0.080
queVivienda_encoded	0.046	0.245	0.025	0.025	0.000	0.015	0.045	0.041	0.012	0.074	0.074	0.056	0.129	0.131	0.038	0.053	0.105	0.068	0.039	0.028	0.195	0.085	0.043	1.000	0.087
tipoProducto_encoded	0.028	0.057	0.133	0.142	0.051	0.061	0.039	0.020	0.016	0.357	0.472	0.194	0.142	0.261	0.010	0.052	0.192	0.048	0.040	0.034	0.045	0.102	0.080	0.087	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	codigoOficina	edad	ingresos	egresos	activos	pasivos	diasMaxMorosidad	cantidadPrestamos	cantidadInversiones	numeroCuotas	tasaInteres	montoPrestamo	zona_geografica	genero	condicion_marital	instruccion	moroso	rangoPrestamo	profesion_encoded	paisOrigen_encoded	queVivienda_encoded	asesor_encoded	grupoEconomico_encoded	tipoProducto_encoded	parroquia_canton_encoded
numeroCliente
717313	10	37	866.00	549.00	13500.0	10973.00	27.0	1.0	0.0	24.0	15.00	3000.00	1	2	1	1	0	0	73	10	1	34	23	0	285
671424	10	42	1645.00	892.00	58000.0	28000.00	32.0	20.0	0.0	72.0	15.25	10000.00	1	1	2	2	0	3	155	10	1	47	43	0	260
846469	12	38	3687.14	1194.98	118700.0	86279.47	68.0	1.0	0.0	60.0	14.99	20000.00	2	1	1	2	1	3	154	10	3	39	42	4	173
562325	5	70	500.00	200.00	0.0	0.00	116.0	5.0	0.0	30.0	23.00	6000.00	1	1	1	3	1	0	440	10	2	25	32	4	361
74463	1	61	2500.00	650.00	101000.0	0.00	20.0	3.0	0.0	12.0	12.00	2000.00	1	1	2	1	0	0	1	10	2	26	27	0	221
885835	15	29	460.00	140.00	5000.0	0.00	0.0	1.0	0.0	48.0	14.99	5000.00	3	2	3	2	0	0	151	10	1	42	0	0	508
772353	2	30	651.00	350.00	5100.0	0.00	144.0	4.0	0.0	30.0	18.50	4701.86	1	2	3	3	1	2	95	10	1	30	40	4	223
641603	2	38	750.00	250.00	22795.0	0.00	18.0	4.0	7.0	36.0	12.50	8816.00	1	2	2	3	0	3	95	10	2	8	36	4	9
733921	11	33	360.00	100.00	0.0	0.00	0.0	1.0	0.0	12.0	23.30	1000.00	3	2	1	3	0	0	291	10	1	20	35	4	394
649519	9	73	3810.00	2849.00	170920.0	0.00	0.0	1.0	0.0	60.0	18.59	20000.00	1	1	2	3	0	0	95	10	2	48	36	4	219

	codigoOficina	edad	ingresos	egresos	activos	pasivos	diasMaxMorosidad	cantidadPrestamos	cantidadInversiones	numeroCuotas	tasaInteres	montoPrestamo	zona_geografica	genero	condicion_marital	instruccion	moroso	rangoPrestamo	profesion_encoded	paisOrigen_encoded	queVivienda_encoded	asesor_encoded	grupoEconomico_encoded	tipoProducto_encoded	parroquia_canton_encoded
numeroCliente
662322	6	55	15103.52	1082.00	63100.0	8847.00	0.0	1.0	0.0	36.0	23.30	5000.00	1	1	1	2	0	0	95	10	2	3	74	4	177
847092	3	32	543.30	210.00	5000.0	0.00	0.0	2.0	0.0	60.0	14.50	5100.00	1	1	1	3	0	3	154	10	1	9	42	0	50
826697	4	29	1572.00	409.00	41000.0	3500.00	3.0	1.0	0.0	33.0	19.50	3060.00	1	2	3	2	0	0	111	10	1	29	60	4	355
887199	9	27	1035.00	521.00	21700.0	10187.16	0.0	1.0	0.0	72.0	14.25	11500.00	1	2	4	3	0	0	154	10	2	48	42	0	497
28469	4	70	2000.00	693.00	23200.0	9363.97	7.0	10.0	0.0	16.0	17.90	15450.00	1	2	1	3	0	0	20	10	2	29	31	4	355
816671	9	35	2602.00	2381.71	76905.0	33955.60	78.0	4.0	0.0	36.0	14.99	3038.23	1	2	1	1	0	0	20	10	2	48	31	0	94
28049	4	54	750.84	220.00	84994.0	0.00	18.0	12.0	0.0	41.0	19.50	9000.00	1	1	1	2	0	0	154	10	2	29	42	4	355
696020	11	48	700.00	415.00	56000.0	9240.00	166.0	3.0	0.0	6.0	22.00	500.00	3	1	3	2	0	0	154	10	2	20	42	4	539
77929	9	63	1850.00	690.00	63000.0	6200.00	5.0	4.0	11.0	36.0	15.50	9500.00	1	2	1	1	0	0	235	10	2	48	36	0	220
691490	2	51	1088.00	502.71	16300.0	7079.40	3.0	1.0	0.0	18.0	15.00	4650.00	1	1	3	1	0	0	5	10	0	30	1	0	261

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII